Overview
Brought to you by YData
Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 248 |
| Missing cells | 4 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 23.4 KiB |
| Average record size in memory | 96.5 B |
Variable types
| Categorical | 1 |
|---|---|
| DateTime | 1 |
| Numeric | 10 |
10_MA is highly overall correlated with 20_MA and 7 other fields | High correlation |
20_MA is highly overall correlated with 10_MA and 7 other fields | High correlation |
Adj Close is highly overall correlated with 10_MA and 7 other fields | High correlation |
Close is highly overall correlated with 10_MA and 7 other fields | High correlation |
High is highly overall correlated with 10_MA and 7 other fields | High correlation |
Low is highly overall correlated with 10_MA and 7 other fields | High correlation |
Open is highly overall correlated with 10_MA and 7 other fields | High correlation |
Ticker is highly overall correlated with 10_MA and 7 other fields | High correlation |
Volume is highly overall correlated with 10_MA and 7 other fields | High correlation |
Daily_Return has 4 (1.6%) missing values | Missing |
Ticker is uniformly distributed | Uniform |
High has unique values | Unique |
Low has unique values | Unique |
Volume has unique values | Unique |
10_MA has unique values | Unique |
20_MA has unique values | Unique |
Volatility has 8 (3.2%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-29 14:33:30.144088 |
|---|---|
| Analysis finished | 2025-03-29 14:33:49.193199 |
| Duration | 19.05 seconds |
| Software version | ydata-profiling vv4.16.0 |
| Download configuration | config.json |
Variables
Ticker
Categorical
High correlation Uniform
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 KiB |
| 0 | |
|---|---|
| 2 | |
| 3 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 62 | |
| 2 | 62 | |
| 3 | 62 | |
| 1 | 62 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 62 | |
| 2 | 62 | |
| 3 | 62 | |
| 1 | 62 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 62 | |
| 2 | 62 | |
| 3 | 62 | |
| 1 | 62 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 248 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 62 | |
| 2 | 62 | |
| 3 | 62 | |
| 1 | 62 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 248 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 62 | |
| 2 | 62 | |
| 3 | 62 | |
| 1 | 62 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 248 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 62 | |
| 2 | 62 | |
| 3 | 62 | |
| 1 | 62 |
Date
Date
| Distinct | 62 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 KiB |
| Minimum | 2023-02-07 00:00:00 |
|---|---|
| Maximum | 2023-05-05 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Open
Real number (ℝ)
High correlation
| Distinct | 244 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 215.25209 |
| Minimum | 89.540001 |
|---|---|
| Maximum | 372.41 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 89.540001 |
|---|---|
| 5-th percentile | 93.827001 |
| Q1 | 135.235 |
| median | 208.765 |
| Q3 | 304.17751 |
| 95-th percentile | 342.9085 |
| Maximum | 372.41 |
| Range | 282.87 |
| Interquartile range (IQR) | 168.9425 |
Descriptive statistics
| Standard deviation | 91.691315 |
|---|---|
| Coefficient of variation (CV) | 0.42597177 |
| Kurtosis | -1.5939339 |
| Mean | 215.25209 |
| Median Absolute Deviation (MAD) | 95.580002 |
| Skewness | 0.02880724 |
| Sum | 53382.519 |
| Variance | 8407.2972 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 165.1900024 | 2 | 0.8% |
| 105.3199997 | 2 | 0.8% |
| 107.3899994 | 2 | 0.8% |
| 295.9700012 | 2 | 0.8% |
| 150.9499969 | 1 | 0.4% |
| 152.1199951 | 1 | 0.4% |
| 153.1100006 | 1 | 0.4% |
| 153.5099945 | 1 | 0.4% |
| 152.3500061 | 1 | 0.4% |
| 150.1999969 | 1 | 0.4% |
| Other values (234) | 234 |
| Value | Count | Frequency (%) |
| 89.54000092 | 1 | |
| 89.62999725 | 1 | |
| 89.86000061 | 1 | |
| 90.08999634 | 1 | |
| 90.16000366 | 1 | |
| 90.56500244 | 1 | |
| 91.93399811 | 1 | |
| 92.12999725 | 1 | |
| 92.5 | 1 | |
| 92.73999786 | 1 |
| Value | Count | Frequency (%) |
| 372.4100037 | 1 | |
| 360.019989 | 1 | |
| 359.1600037 | 1 | |
| 358.5100098 | 1 | |
| 357.5499878 | 1 | |
| 356.6300049 | 1 | |
| 355 | 1 | |
| 349.5 | 1 | |
| 348.4899902 | 1 | |
| 347.9100037 | 1 |
High
Real number (ℝ)
High correlation Unique
| Distinct | 248 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 217.91966 |
| Minimum | 90.129997 |
|---|---|
| Maximum | 373.82999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 90.129997 |
|---|---|
| 5-th percentile | 95.236251 |
| Q1 | 137.44 |
| median | 212.615 |
| Q3 | 307.565 |
| 95-th percentile | 346.22349 |
| Maximum | 373.82999 |
| Range | 283.69999 |
| Interquartile range (IQR) | 170.125 |
Descriptive statistics
| Standard deviation | 92.863023 |
|---|---|
| Coefficient of variation (CV) | 0.42613421 |
| Kurtosis | -1.5956665 |
| Mean | 217.91966 |
| Median Absolute Deviation (MAD) | 95.015007 |
| Skewness | 0.032416937 |
| Sum | 54044.076 |
| Variance | 8623.541 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 155.2299957 | 1 | 0.4% |
| 154.5800018 | 1 | 0.4% |
| 154.3300018 | 1 | 0.4% |
| 151.3399963 | 1 | 0.4% |
| 154.2599945 | 1 | 0.4% |
| 153.7700043 | 1 | 0.4% |
| 155.5 | 1 | 0.4% |
| 156.3300018 | 1 | 0.4% |
| 153 | 1 | 0.4% |
| 151.3000031 | 1 | 0.4% |
| Other values (238) | 238 |
| Value | Count | Frequency (%) |
| 90.12999725 | 1 | |
| 90.44999695 | 1 | |
| 91.19999695 | 1 | |
| 91.44999695 | 1 | |
| 92.12999725 | 1 | |
| 92.36000061 | 1 | |
| 92.48000336 | 1 | |
| 93.08000183 | 1 | |
| 93.18000031 | 1 | |
| 93.41500092 | 1 |
| Value | Count | Frequency (%) |
| 373.8299866 | 1 | |
| 368.1900024 | 1 | |
| 364.1799927 | 1 | |
| 363.75 | 1 | |
| 362.8800049 | 1 | |
| 362.1400146 | 1 | |
| 361.5 | 1 | |
| 359.7000122 | 1 | |
| 349.7999878 | 1 | |
| 349 | 1 |
Low
Real number (ℝ)
High correlation Unique
| Distinct | 248 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 212.69745 |
| Minimum | 88.860001 |
|---|---|
| Maximum | 361.73999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 88.860001 |
|---|---|
| 5-th percentile | 92.702002 |
| Q1 | 134.82249 |
| median | 208.185 |
| Q3 | 295.4375 |
| 95-th percentile | 337.48601 |
| Maximum | 361.73999 |
| Range | 272.87999 |
| Interquartile range (IQR) | 160.61501 |
Descriptive statistics
| Standard deviation | 90.147881 |
|---|---|
| Coefficient of variation (CV) | 0.4238315 |
| Kurtosis | -1.5956436 |
| Mean | 212.69745 |
| Median Absolute Deviation (MAD) | 87.440002 |
| Skewness | 0.017889058 |
| Sum | 52748.968 |
| Variance | 8126.6404 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 150.6399994 | 1 | 0.4% |
| 151.1699982 | 1 | 0.4% |
| 150.4199982 | 1 | 0.4% |
| 149.2200012 | 1 | 0.4% |
| 150.9199982 | 1 | 0.4% |
| 150.8600006 | 1 | 0.4% |
| 152.8800049 | 1 | 0.4% |
| 153.3500061 | 1 | 0.4% |
| 150.8500061 | 1 | 0.4% |
| 148.4100037 | 1 | 0.4% |
| Other values (238) | 238 |
| Value | Count | Frequency (%) |
| 88.86000061 | 1 | |
| 89.51999664 | 1 | |
| 89.61000061 | 1 | |
| 89.76999664 | 1 | |
| 89.84999847 | 1 | |
| 89.94000244 | 1 | |
| 90.01000214 | 1 | |
| 90.80000305 | 1 | |
| 90.87000275 | 1 | |
| 92 | 1 |
| Value | Count | Frequency (%) |
| 361.7399902 | 1 | |
| 358.3099976 | 1 | |
| 354.2399902 | 1 | |
| 354.1799927 | 1 | |
| 353.3999939 | 1 | |
| 350.3099976 | 1 | |
| 347.1400146 | 1 | |
| 344.25 | 1 | |
| 343.9500122 | 1 | |
| 342.4400024 | 1 |
Close
Real number (ℝ)
High correlation
| Distinct | 244 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 215.38167 |
| Minimum | 89.349998 |
|---|---|
| Maximum | 366.82999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 89.349998 |
|---|---|
| 5-th percentile | 94.197999 |
| Q1 | 136.3475 |
| median | 209.92001 |
| Q3 | 303.9425 |
| 95-th percentile | 344.38451 |
| Maximum | 366.82999 |
| Range | 277.47999 |
| Interquartile range (IQR) | 167.59501 |
Descriptive statistics
| Standard deviation | 91.461989 |
|---|---|
| Coefficient of variation (CV) | 0.42465075 |
| Kurtosis | -1.5933559 |
| Mean | 215.38167 |
| Median Absolute Deviation (MAD) | 94.174995 |
| Skewness | 0.025335188 |
| Sum | 53414.655 |
| Variance | 8365.2955 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 163.7599945 | 2 | 0.8% |
| 106.1200027 | 2 | 0.8% |
| 105.1200027 | 2 | 0.8% |
| 305.4100037 | 2 | 0.8% |
| 153.8500061 | 1 | 0.4% |
| 153.1999969 | 1 | 0.4% |
| 155.3300018 | 1 | 0.4% |
| 153.7100067 | 1 | 0.4% |
| 152.5500031 | 1 | 0.4% |
| 148.4799957 | 1 | 0.4% |
| Other values (234) | 234 |
| Value | Count | Frequency (%) |
| 89.34999847 | 1 | |
| 90.09999847 | 1 | |
| 90.30000305 | 1 | |
| 90.51000214 | 1 | |
| 91.01000214 | 1 | |
| 91.06999969 | 1 | |
| 91.66000366 | 1 | |
| 91.80000305 | 1 | |
| 92.05000305 | 1 | |
| 92.30999756 | 1 |
| Value | Count | Frequency (%) |
| 366.8299866 | 1 | |
| 362.9500122 | 1 | |
| 362.5 | 1 | |
| 361.4200134 | 1 | |
| 359.9599915 | 1 | |
| 358.5700073 | 1 | |
| 350.7099915 | 1 | |
| 348.2799988 | 1 | |
| 347.9599915 | 1 | |
| 347.3599854 | 1 |
Adj Close
Real number (ℝ)
High correlation
| Distinct | 244 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 215.3627 |
| Minimum | 89.349998 |
|---|---|
| Maximum | 366.82999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 89.349998 |
|---|---|
| 5-th percentile | 94.197999 |
| Q1 | 136.3475 |
| median | 209.92001 |
| Q3 | 303.9425 |
| 95-th percentile | 344.38451 |
| Maximum | 366.82999 |
| Range | 277.47999 |
| Interquartile range (IQR) | 167.59501 |
Descriptive statistics
| Standard deviation | 91.45475 |
|---|---|
| Coefficient of variation (CV) | 0.42465455 |
| Kurtosis | -1.5929694 |
| Mean | 215.3627 |
| Median Absolute Deviation (MAD) | 94.174995 |
| Skewness | 0.025751826 |
| Sum | 53409.949 |
| Variance | 8363.9713 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 163.7599945 | 2 | 0.8% |
| 106.1200027 | 2 | 0.8% |
| 105.1200027 | 2 | 0.8% |
| 305.4100037 | 2 | 0.8% |
| 153.8500061 | 1 | 0.4% |
| 153.1999969 | 1 | 0.4% |
| 155.3300018 | 1 | 0.4% |
| 153.7100067 | 1 | 0.4% |
| 152.5500031 | 1 | 0.4% |
| 148.4799957 | 1 | 0.4% |
| Other values (234) | 234 |
| Value | Count | Frequency (%) |
| 89.34999847 | 1 | |
| 90.09999847 | 1 | |
| 90.30000305 | 1 | |
| 90.51000214 | 1 | |
| 91.01000214 | 1 | |
| 91.06999969 | 1 | |
| 91.66000366 | 1 | |
| 91.80000305 | 1 | |
| 92.05000305 | 1 | |
| 92.30999756 | 1 |
| Value | Count | Frequency (%) |
| 366.8299866 | 1 | |
| 362.9500122 | 1 | |
| 362.5 | 1 | |
| 361.4200134 | 1 | |
| 359.9599915 | 1 | |
| 358.5700073 | 1 | |
| 350.7099915 | 1 | |
| 348.2799988 | 1 | |
| 347.9599915 | 1 | |
| 347.3599854 | 1 |
Volume
Real number (ℝ)
High correlation Unique
| Distinct | 248 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32082104 |
| Minimum | 2657900 |
|---|---|
| Maximum | 1.133164 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 2657900 |
|---|---|
| 5-th percentile | 4460075 |
| Q1 | 17141800 |
| median | 27340000 |
| Q3 | 47717725 |
| 95-th percentile | 73676825 |
| Maximum | 1.133164 × 108 |
| Range | 1.106585 × 108 |
| Interquartile range (IQR) | 30575925 |
Descriptive statistics
| Standard deviation | 22335899 |
|---|---|
| Coefficient of variation (CV) | 0.69621053 |
| Kurtosis | 0.2479315 |
| Mean | 32082104 |
| Median Absolute Deviation (MAD) | 18542200 |
| Skewness | 0.77594711 |
| Sum | 7.9563618 × 109 |
| Variance | 4.9889237 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 83322600 | 1 | 0.4% |
| 64120100 | 1 | 0.4% |
| 56007100 | 1 | 0.4% |
| 57450700 | 1 | 0.4% |
| 62199000 | 1 | 0.4% |
| 61707600 | 1 | 0.4% |
| 65573800 | 1 | 0.4% |
| 68167900 | 1 | 0.4% |
| 59144100 | 1 | 0.4% |
| 58867200 | 1 | 0.4% |
| Other values (238) | 238 |
| Value | Count | Frequency (%) |
| 2657900 | 1 | |
| 3298100 | 1 | |
| 3479500 | 1 | |
| 3676100 | 1 | |
| 3879700 | 1 | |
| 3965400 | 1 | |
| 3966000 | 1 | |
| 3988600 | 1 | |
| 4044800 | 1 | |
| 4205500 | 1 |
| Value | Count | Frequency (%) |
| 113316400 | 1 | |
| 98944600 | 1 | |
| 97798600 | 1 | |
| 87558000 | 1 | |
| 84457100 | 1 | |
| 83322600 | 1 | |
| 81235400 | 1 | |
| 77167900 | 1 | |
| 76161100 | 1 | |
| 76140300 | 1 |
10_MA
Real number (ℝ)
High correlation Unique
| Distinct | 248 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 215.03685 |
| Minimum | 91.61 |
|---|---|
| Maximum | 364.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 91.61 |
|---|---|
| 5-th percentile | 93.66585 |
| Q1 | 138.28225 |
| median | 209.659 |
| Q3 | 299.735 |
| 95-th percentile | 343.0788 |
| Maximum | 364.89 |
| Range | 273.28 |
| Interquartile range (IQR) | 161.45275 |
Descriptive statistics
| Standard deviation | 92.014238 |
|---|---|
| Coefficient of variation (CV) | 0.42789985 |
| Kurtosis | -1.5736758 |
| Mean | 215.03685 |
| Median Absolute Deviation (MAD) | 90.203002 |
| Skewness | 0.050646878 |
| Sum | 53329.139 |
| Variance | 8466.62 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 154.6499939 | 1 | 0.4% |
| 153.284996 | 1 | 0.4% |
| 152.4799957 | 1 | 0.4% |
| 152.1124954 | 1 | 0.4% |
| 152.4599976 | 1 | 0.4% |
| 152.5833308 | 1 | 0.4% |
| 152.9757124 | 1 | 0.4% |
| 153.0674992 | 1 | 0.4% |
| 153.0099996 | 1 | 0.4% |
| 152.5569992 | 1 | 0.4% |
| Other values (238) | 238 |
| Value | Count | Frequency (%) |
| 91.60999985 | 1 | |
| 91.7090004 | 1 | |
| 91.78600006 | 1 | |
| 91.92099991 | 1 | |
| 92.20599976 | 1 | |
| 92.26500015 | 1 | |
| 92.36500015 | 1 | |
| 92.53100052 | 1 | |
| 92.68700104 | 1 | |
| 92.70899963 | 1 |
| Value | Count | Frequency (%) |
| 364.8899994 | 1 | |
| 364.0933329 | 1 | |
| 362.9500122 | 1 | |
| 359.941428 | 1 | |
| 359.909996 | 1 | |
| 359.6949972 | 1 | |
| 359.6419983 | 1 | |
| 358.7874985 | 1 | |
| 357.5844421 | 1 | |
| 355.5759979 | 1 |
20_MA
Real number (ℝ)
High correlation Unique
| Distinct | 248 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 214.5584 |
| Minimum | 92.8955 |
|---|---|
| Maximum | 364.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 92.8955 |
|---|---|
| 5-th percentile | 94.387276 |
| Q1 | 139.73913 |
| median | 210.408 |
| Q3 | 296.90562 |
| 95-th percentile | 347.93375 |
| Maximum | 364.89 |
| Range | 271.9945 |
| Interquartile range (IQR) | 157.1665 |
Descriptive statistics
| Standard deviation | 92.594142 |
|---|---|
| Coefficient of variation (CV) | 0.43155683 |
| Kurtosis | -1.5674346 |
| Mean | 214.5584 |
| Median Absolute Deviation (MAD) | 90.140251 |
| Skewness | 0.065778001 |
| Sum | 53210.483 |
| Variance | 8573.6752 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 154.6499939 | 1 | 0.4% |
| 153.284996 | 1 | 0.4% |
| 152.4799957 | 1 | 0.4% |
| 152.1124954 | 1 | 0.4% |
| 152.4599976 | 1 | 0.4% |
| 152.5833308 | 1 | 0.4% |
| 152.9757124 | 1 | 0.4% |
| 153.0674992 | 1 | 0.4% |
| 153.0099996 | 1 | 0.4% |
| 152.5569992 | 1 | 0.4% |
| Other values (238) | 238 |
| Value | Count | Frequency (%) |
| 92.89550018 | 1 | |
| 92.93300018 | 1 | |
| 92.97550049 | 1 | |
| 93.09300003 | 1 | |
| 93.17400055 | 1 | |
| 93.31549988 | 1 | |
| 93.50800056 | 1 | |
| 93.68249969 | 1 | |
| 93.87500076 | 1 | |
| 94.29388852 | 1 |
| Value | Count | Frequency (%) |
| 364.8899994 | 1 | |
| 364.0933329 | 1 | |
| 362.9500122 | 1 | |
| 359.941428 | 1 | |
| 359.909996 | 1 | |
| 359.6949972 | 1 | |
| 359.6419983 | 1 | |
| 358.7874985 | 1 | |
| 357.5844421 | 1 | |
| 355.5759979 | 1 |
Daily_Return
Real number (ℝ)
Missing
| Distinct | 244 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4 |
| Missing (%) | 1.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0007135439 |
| Minimum | -0.07441689 |
|---|---|
| Maximum | 0.090064654 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 127 |
| Negative (%) | 51.2% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -0.07441689 |
|---|---|
| 5-th percentile | -0.026826593 |
| Q1 | -0.010764336 |
| median | -0.00074087021 |
| Q3 | 0.010608242 |
| 95-th percentile | 0.03190989 |
| Maximum | 0.090064654 |
| Range | 0.16448154 |
| Interquartile range (IQR) | 0.021372578 |
Descriptive statistics
| Standard deviation | 0.019026018 |
|---|---|
| Coefficient of variation (CV) | 26.664117 |
| Kurtosis | 2.9170268 |
| Mean | 0.0007135439 |
| Median Absolute Deviation (MAD) | 0.010793601 |
| Skewness | 0.4869101 |
| Sum | 0.17410471 |
| Variance | 0.00036198936 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.01765273738 | 1 | 0.4% |
| -0.006911552557 | 1 | 0.4% |
| 0.0009279472008 | 1 | 0.4% |
| 0.01880677902 | 1 | 0.4% |
| -0.004224953718 | 1 | 0.4% |
| 0.0139034264 | 1 | 0.4% |
| -0.0104293768 | 1 | 0.4% |
| -0.007546702306 | 1 | 0.4% |
| -0.0266798246 | 1 | 0.4% |
| 0.002896066453 | 1 | 0.4% |
| Other values (234) | 234 | |
| (Missing) | 4 | 1.6% |
| Value | Count | Frequency (%) |
| -0.07441689048 | 1 | |
| -0.04540000916 | 1 | |
| -0.04493412034 | 1 | |
| -0.04176555765 | 1 | |
| -0.03888294031 | 1 | |
| -0.0335344327 | 1 | |
| -0.03170517442 | 1 | |
| -0.03006090272 | 1 | |
| -0.02963317352 | 1 | |
| -0.02828587657 | 1 |
| Value | Count | Frequency (%) |
| 0.09006465386 | 1 | |
| 0.0724347568 | 1 | |
| 0.04692692173 | 1 | |
| 0.04681508545 | 1 | |
| 0.04579646473 | 1 | |
| 0.04053650417 | 1 | |
| 0.03835961955 | 1 | |
| 0.0376370147 | 1 | |
| 0.03752997523 | 1 | |
| 0.0350900897 | 1 |
Volatility
Real number (ℝ)
Zeros
| Distinct | 241 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.017454439 |
| Minimum | 0 |
|---|---|
| Maximum | 0.035783703 |
| Zeros | 8 |
| Zeros (%) | 3.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0097572299 |
| Q1 | 0.013545625 |
| median | 0.016278642 |
| Q3 | 0.020507019 |
| 95-th percentile | 0.033192498 |
| Maximum | 0.035783703 |
| Range | 0.035783703 |
| Interquartile range (IQR) | 0.0069613943 |
Descriptive statistics
| Standard deviation | 0.0068412886 |
|---|---|
| Coefficient of variation (CV) | 0.39195121 |
| Kurtosis | 1.271094 |
| Mean | 0.017454439 |
| Median Absolute Deviation (MAD) | 0.0034058668 |
| Skewness | 0.46063987 |
| Sum | 4.328701 |
| Variance | 4.680323 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 8 | 3.2% |
| 0.007595164624 | 1 | 0.4% |
| 0.00932802808 | 1 | 0.4% |
| 0.01536352333 | 1 | 0.4% |
| 0.01337346342 | 1 | 0.4% |
| 0.01357336779 | 1 | 0.4% |
| 0.01309849429 | 1 | 0.4% |
| 0.01235940654 | 1 | 0.4% |
| 0.0142590829 | 1 | 0.4% |
| 0.01364137258 | 1 | 0.4% |
| Other values (231) | 231 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 0.005297080641 | 1 | 0.4% |
| 0.006051230363 | 1 | 0.4% |
| 0.007595164624 | 1 | 0.4% |
| 0.009149032935 | 1 | 0.4% |
| 0.00932802808 | 1 | 0.4% |
| 0.01055431912 | 1 | 0.4% |
| 0.01061491659 | 1 | 0.4% |
| 0.01067579195 | 1 | 0.4% |
| 0.0108311671 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 0.03578370319 | 1 | |
| 0.03539201426 | 1 | |
| 0.03536232101 | 1 | |
| 0.03515820335 | 1 | |
| 0.03514646026 | 1 | |
| 0.03510090883 | 1 | |
| 0.03455015309 | 1 | |
| 0.03437028819 | 1 | |
| 0.03419026442 | 1 | |
| 0.0337778518 | 1 |
Interactions
Correlations
| 10_MA | 20_MA | Adj Close | Close | Daily_Return | High | Low | Open | Ticker | Volatility | Volume | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 10_MA | 1.000 | 0.994 | 0.990 | 0.990 | -0.065 | 0.991 | 0.991 | 0.991 | 0.953 | 0.163 | -0.577 |
| 20_MA | 0.994 | 1.000 | 0.979 | 0.979 | -0.077 | 0.980 | 0.980 | 0.981 | 0.968 | 0.143 | -0.580 |
| Adj Close | 0.990 | 0.979 | 1.000 | 1.000 | 0.006 | 0.999 | 0.998 | 0.996 | 0.951 | 0.187 | -0.566 |
| Close | 0.990 | 0.979 | 1.000 | 1.000 | 0.006 | 0.999 | 0.998 | 0.996 | 0.951 | 0.187 | -0.566 |
| Daily_Return | -0.065 | -0.077 | 0.006 | 0.006 | 1.000 | -0.020 | -0.020 | -0.053 | 0.000 | 0.056 | 0.136 |
| High | 0.991 | 0.980 | 0.999 | 0.999 | -0.020 | 1.000 | 0.998 | 0.998 | 0.950 | 0.183 | -0.564 |
| Low | 0.991 | 0.980 | 0.998 | 0.998 | -0.020 | 0.998 | 1.000 | 0.998 | 0.944 | 0.186 | -0.573 |
| Open | 0.991 | 0.981 | 0.996 | 0.996 | -0.053 | 0.998 | 0.998 | 1.000 | 0.952 | 0.182 | -0.574 |
| Ticker | 0.953 | 0.968 | 0.951 | 0.951 | 0.000 | 0.950 | 0.944 | 0.952 | 1.000 | 0.411 | 0.719 |
| Volatility | 0.163 | 0.143 | 0.187 | 0.187 | 0.056 | 0.183 | 0.186 | 0.182 | 0.411 | 1.000 | -0.414 |
| Volume | -0.577 | -0.580 | -0.566 | -0.566 | 0.136 | -0.564 | -0.573 | -0.574 | 0.719 | -0.414 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Ticker | Date | Open | High | Low | Close | Adj Close | Volume | 10_MA | 20_MA | Daily_Return | Volatility | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2023-02-07 | 150.639999 | 155.229996 | 150.639999 | 154.649994 | 154.414230 | 83322600 | 154.649994 | 154.649994 | NaN | 0.000000 |
| 1 | 0 | 2023-02-08 | 153.880005 | 154.580002 | 151.169998 | 151.919998 | 151.688400 | 64120100 | 153.284996 | 153.284996 | -0.017653 | 0.000000 |
| 2 | 0 | 2023-02-09 | 153.779999 | 154.330002 | 150.419998 | 150.869995 | 150.639999 | 56007100 | 152.479996 | 152.479996 | -0.006912 | 0.007595 |
| 3 | 0 | 2023-02-10 | 149.460007 | 151.339996 | 149.220001 | 151.009995 | 151.009995 | 57450700 | 152.112495 | 152.112495 | 0.000928 | 0.009328 |
| 4 | 0 | 2023-02-13 | 150.949997 | 154.259995 | 150.919998 | 153.850006 | 153.850006 | 62199000 | 152.459998 | 152.459998 | 0.018807 | 0.015364 |
| 5 | 0 | 2023-02-14 | 152.119995 | 153.770004 | 150.860001 | 153.199997 | 153.199997 | 61707600 | 152.583331 | 152.583331 | -0.004225 | 0.013373 |
| 6 | 0 | 2023-02-15 | 153.110001 | 155.500000 | 152.880005 | 155.330002 | 155.330002 | 65573800 | 152.975712 | 152.975712 | 0.013903 | 0.013573 |
| 7 | 0 | 2023-02-16 | 153.509995 | 156.330002 | 153.350006 | 153.710007 | 153.710007 | 68167900 | 153.067499 | 153.067499 | -0.010429 | 0.013098 |
| 8 | 0 | 2023-02-17 | 152.350006 | 153.000000 | 150.850006 | 152.550003 | 152.550003 | 59144100 | 153.010000 | 153.010000 | -0.007547 | 0.012359 |
| 9 | 0 | 2023-02-21 | 150.199997 | 151.300003 | 148.410004 | 148.479996 | 148.479996 | 58867200 | 152.556999 | 152.556999 | -0.026680 | 0.014259 |
| Ticker | Date | Open | High | Low | Close | Adj Close | Volume | 10_MA | 20_MA | Daily_Return | Volatility | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 238 | 1 | 2023-04-24 | 106.050003 | 107.320000 | 105.360001 | 106.779999 | 106.779999 | 21410900 | 106.414001 | 105.330500 | 0.008214 | 0.015369 |
| 239 | 1 | 2023-04-25 | 106.610001 | 107.440002 | 104.559998 | 104.610001 | 104.610001 | 31408100 | 106.263000 | 105.408001 | -0.020322 | 0.016538 |
| 240 | 1 | 2023-04-26 | 105.559998 | 107.019997 | 103.269997 | 104.449997 | 104.449997 | 37068200 | 106.186000 | 105.562500 | -0.001530 | 0.016348 |
| 241 | 1 | 2023-04-27 | 105.230003 | 109.150002 | 104.419998 | 108.370003 | 108.370003 | 38235200 | 106.204000 | 105.886000 | 0.037530 | 0.018317 |
| 242 | 1 | 2023-04-28 | 107.800003 | 108.290001 | 106.040001 | 108.220001 | 108.220001 | 23957900 | 106.080000 | 106.231001 | -0.001384 | 0.017873 |
| 243 | 1 | 2023-05-01 | 107.720001 | 108.680000 | 107.500000 | 107.709999 | 107.709999 | 20926300 | 106.209000 | 106.416500 | -0.004713 | 0.015343 |
| 244 | 1 | 2023-05-02 | 107.660004 | 107.730003 | 104.500000 | 105.980003 | 105.980003 | 20343100 | 106.295000 | 106.470000 | -0.016062 | 0.015762 |
| 245 | 1 | 2023-05-03 | 106.220001 | 108.129997 | 105.620003 | 106.120003 | 106.120003 | 17116300 | 106.405001 | 106.520000 | 0.001321 | 0.015748 |
| 246 | 1 | 2023-05-04 | 106.160004 | 106.300003 | 104.699997 | 105.209999 | 105.209999 | 19780600 | 106.336001 | 106.533001 | -0.008575 | 0.015796 |
| 247 | 1 | 2023-05-05 | 105.320000 | 106.440002 | 104.738998 | 106.214996 | 106.214996 | 20705300 | 106.366500 | 106.398750 | 0.009552 | 0.016119 |